Start with the result

Write down what must be finished. State the audience, use case and what makes the answer usable.

  • Task: what should the AI do?
  • Context: what information may it use?
  • Constraints: what must it not invent?
  • Output: what format is required?
  • Verification: how will quality be checked?

Expose missing information

Ask for no more than three essential clarification questions before work begins. This reduces silent assumptions.

Verify in a separate pass

After the first answer, use a dedicated verification prompt that lists claims, sources, calculations, uncertainties and missing information.

Use real information only. Ask for missing data and verify important claims.

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